Pandas Profiling Report

Dataset statistics

Number of variables	17
Number of observations	21641
Missing cells	25872
Missing cells (%)	7.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.8 MiB
Average record size in memory	136.0 B

Variable types

TimeSeries	4
Categorical	2
Numeric	10
DateTime	1

Alerts

`Week` is highly overall correlated with `Month`	High correlation
`Year` is highly overall correlated with `SiteNumber`	High correlation
`Month` is highly overall correlated with `Week`	High correlation
`SiteNumber` is highly overall correlated with `Year`	High correlation
`Moisture` is highly overall correlated with `Texture`	High correlation
`Texture` is highly overall correlated with `Moisture`	High correlation
`Tiny` is highly overall correlated with `Small`	High correlation
`Small` is highly overall correlated with `Tiny` and 1 other fields	High correlation
`Large` is highly overall correlated with `Small` and 1 other fields	High correlation
`Mature` is highly overall correlated with `Large`	High correlation
`SiteLetter` is highly overall correlated with `Region`	High correlation
`Region` is highly overall correlated with `SiteLetter`	High correlation
`Moisture` has 14441 (66.7%) missing values	Missing
`Texture` has 2279 (10.5%) missing values	Missing
`Canopy` has 2277 (10.5%) missing values	Missing
`Maintenance` has 2277 (10.5%) missing values	Missing
`Flowers` has 2278 (10.5%) missing values	Missing
`Leaf flushing` has 2316 (10.7%) missing values	Missing
`Week` is non stationary	Non stationary
`Year` is non stationary	Non stationary
`Month` is non stationary	Non stationary
`SiteNumber` is non stationary	Non stationary
`Week` is seasonal	Seasonal
`Year` is seasonal	Seasonal
`Month` is seasonal	Seasonal
`SiteNumber` is seasonal	Seasonal
`Maintenance` has 785 (3.6%) zeros	Zeros
`Flowers` has 1723 (8.0%) zeros	Zeros
`Leaf flushing` has 1716 (7.9%) zeros	Zeros
`Tiny` has 2066 (9.5%) zeros	Zeros
`Small` has 1686 (7.8%) zeros	Zeros
`Large` has 1937 (9.0%) zeros	Zeros
`Mature` has 1477 (6.8%) zeros	Zeros

Reproduction

Analysis started	2023-07-30 12:19:54.062630
Analysis finished	2023-07-30 12:20:19.394266
Duration	25.33 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

Week
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	33
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	26.886835
Minimum	2
Maximum	51
Zeros	0
Zeros (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	2
5-th percentile	3
Q1	14
median	27
Q3	39
95-th percentile	50
Maximum	51
Range	49
Interquartile range (IQR)	25

Descriptive statistics

Standard deviation	14.467817
Coefficient of variation (CV)	0.53810042
Kurtosis	-1.1360315
Mean	26.886835
Median Absolute Deviation (MAD)	12
Skewness	-0.038881877
Sum	581858
Variance	209.31774
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.249472609 × 10^-13

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
39	1836	8.5%
30	1827	8.4%
12	1727	8.0%
34	1722	8.0%
50	1638	7.6%
43	1569	7.3%
3	1560	7.2%
21	1503	6.9%
8	1408	6.5%
17	1153	5.3%
Other values (23)	5698	26.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	68	0.3%
3	1560	7.2%
4	258	1.2%
5	36	0.2%
7	104	0.5%
8	1408	6.5%
12	1727	8.0%
13	199	0.9%
14	92	0.4%
16	320	1.5%

Value	Count	Frequency (%)
51	225	1.0%
50	1638	7.6%
47	494	2.3%
46	324	1.5%
45	49	0.2%
44	125	0.6%
43	1569	7.3%
42	167	0.8%
39	1836	8.5%
38	159	0.7%

ACF and PACF

Year
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2013.8183
Minimum	1997
Maximum	2023
Zeros	0
Zeros (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	1997
5-th percentile	2001
Q1	2009
median	2015
Q3	2019
95-th percentile	2022
Maximum	2023
Range	26
Interquartile range (IQR)	10

Descriptive statistics

Standard deviation	6.6598626
Coefficient of variation (CV)	0.0033070822
Kurtosis	-0.58234014
Mean	2013.8183
Median Absolute Deviation (MAD)	5
Skewness	-0.62053207
Sum	43581042
Variance	44.35377
Monotonicity	Increasing
Augmented Dickey-Fuller test p-value	0.01449242644

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
2021	1506	7.0%
2022	1437	6.6%
2019	1431	6.6%
2020	1369	6.3%
2018	1366	6.3%
2016	1245	5.8%
2017	1234	5.7%
2013	1133	5.2%
2014	1093	5.1%
2015	1091	5.0%
Other values (17)	8736	40.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1997	35	0.2%
1998	284	1.3%
1999	249	1.2%
2000	387	1.8%
2001	464	2.1%
2002	358	1.7%
2003	297	1.4%
2004	522	2.4%
2005	548	2.5%
2006	437	2.0%

Value	Count	Frequency (%)
2023	837	3.9%
2022	1437	6.6%
2021	1506	7.0%
2020	1369	6.3%
2019	1431	6.6%
2018	1366	6.3%
2017	1234	5.7%
2016	1245	5.8%
2015	1091	5.0%
2014	1093	5.1%

ACF and PACF

Month
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	12
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	6.3759531
Minimum	1
Maximum	12
Zeros	0
Zeros (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	3
median	6
Q3	9
95-th percentile	12
Maximum	12
Range	11
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.337786
Coefficient of variation (CV)	0.52349601
Kurtosis	-1.0818013
Mean	6.3759531
Median Absolute Deviation (MAD)	3
Skewness	0.024768852
Sum	137982
Variance	11.140815
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	1.742371346 × 10^-13

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
6	2121	9.8%
7	2051	9.5%
5	2022	9.3%
3	2018	9.3%
9	1995	9.2%
8	1936	8.9%
1	1922	8.9%
10	1910	8.8%
12	1863	8.6%
2	1512	7.0%
Other values (2)	2291	10.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1922	8.9%
2	1512	7.0%
3	2018	9.3%
4	1473	6.8%
5	2022	9.3%
6	2121	9.8%
7	2051	9.5%
8	1936	8.9%
9	1995	9.2%
10	1910	8.8%

Value	Count	Frequency (%)
12	1863	8.6%
11	818	3.8%
10	1910	8.8%
9	1995	9.2%
8	1936	8.9%
7	2051	9.5%
6	2121	9.8%
5	2022	9.3%
4	1473	6.8%
3	2018	9.3%

ACF and PACF

SiteLetter
Categorical

HIGH CORRELATION

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.2 KiB

SP	6440
GA	3509
MA	3314
DA	3143
AG	2509
Other values (3)	2726

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	43282
Distinct characters	10
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	AG
2nd row	SP
3rd row	SP
4th row	SP
5th row	SP

Common Values

Value	Count	Frequency (%)
SP	6440	29.8%
GA	3509	16.2%
MA	3314	15.3%
DA	3143	14.5%
AG	2509	11.6%
FR	2455	11.3%
DL	158	0.7%
VA	113	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
sp	6440	29.8%
ga	3509	16.2%
ma	3314	15.3%
da	3143	14.5%
ag	2509	11.6%
fr	2455	11.3%
dl	158	0.7%
va	113	0.5%

Most occurring characters

Value	Count	Frequency (%)
A	12588	29.1%
S	6440	14.9%
P	6440	14.9%
G	6018	13.9%
M	3314	7.7%
D	3301	7.6%
F	2455	5.7%
R	2455	5.7%
L	158	0.4%
V	113	0.3%

Most occurring categories

Value	Count	Frequency (%)
Uppercase Letter	43282	100.0%

Most frequent character per category

Uppercase Letter

Value	Count	Frequency (%)
A	12588	29.1%
S	6440	14.9%
P	6440	14.9%
G	6018	13.9%
M	3314	7.7%
D	3301	7.6%
F	2455	5.7%
R	2455	5.7%
L	158	0.4%
V	113	0.3%

Most occurring scripts

Value	Count	Frequency (%)
Latin	43282	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
A	12588	29.1%
S	6440	14.9%
P	6440	14.9%
G	6018	13.9%
M	3314	7.7%
D	3301	7.6%
F	2455	5.7%
R	2455	5.7%
L	158	0.4%
V	113	0.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43282	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
A	12588	29.1%
S	6440	14.9%
P	6440	14.9%
G	6018	13.9%
M	3314	7.7%
D	3301	7.6%
F	2455	5.7%
R	2455	5.7%
L	158	0.4%
V	113	0.3%

SiteNumber
Numeric time series

HIGH CORRELATION NON STATIONARY SEASONAL

Distinct	153
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	108.18192
Minimum	1
Maximum	523
Zeros	0
Zeros (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	10
median	24
Q3	134
95-th percentile	416
Maximum	523
Range	522
Interquartile range (IQR)	124

Descriptive statistics

Standard deviation	141.49486
Coefficient of variation (CV)	1.3079344
Kurtosis	0.11228814
Mean	108.18192
Median Absolute Deviation (MAD)	20
Skewness	1.2568643
Sum	2341165
Variance	20020.796
Monotonicity	Not monotonic
Augmented Dickey-Fuller test p-value	3.115189964 × 10^-7

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	885	4.1%
10	801	3.7%
11	639	3.0%
5	611	2.8%
23	595	2.7%
2	581	2.7%
1	568	2.6%
13	541	2.5%
20	540	2.5%
3	534	2.5%
Other values (143)	15346	70.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	568	2.6%
2	581	2.7%
3	534	2.5%
4	885	4.1%
5	611	2.8%
6	219	1.0%
7	241	1.1%
8	445	2.1%
9	527	2.4%
10	801	3.7%

Value	Count	Frequency (%)
523	24	0.1%
522	15	0.1%
521	24	0.1%
519	24	0.1%
517	2	< 0.1%
504	25	0.1%
503	25	0.1%
429	4	< 0.1%
428	28	0.1%
427	61	0.3%

ACF and PACF

Moisture
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	546
Distinct (%)	7.6%
Missing	14441
Missing (%)	66.7%
Infinite	0
Infinite (%)	0.0%
Mean	18.519069

Minimum	0
Maximum	310
Zeros	126
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	4.3
Q1	11
median	17.3
Q3	23.9
95-th percentile	38.2
Maximum	310
Range	310
Interquartile range (IQR)	12.9

Descriptive statistics

Standard deviation	11.32764
Coefficient of variation (CV)	0.61167438
Kurtosis	78.902106
Mean	18.519069
Median Absolute Deviation (MAD)	6.4
Skewness	4.1157402
Sum	133337.3
Variance	128.31544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	126	0.6%
11.6	51	0.2%
16.7	50	0.2%
9.5	49	0.2%
15.6	49	0.2%
20.3	48	0.2%
18.1	48	0.2%
18.5	47	0.2%
12.3	47	0.2%
17.4	47	0.2%
Other values (536)	6638	30.7%
(Missing)	14441	66.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	126	0.6%
0.2	1	< 0.1%
0.4	1	< 0.1%
0.9	2	< 0.1%
1	4	< 0.1%
1.1	1	< 0.1%
1.2	1	< 0.1%
1.3	2	< 0.1%
1.5	5	< 0.1%
1.7	1	< 0.1%

Value	Count	Frequency (%)
310	1	< 0.1%
230	1	< 0.1%
115.6	1	< 0.1%
68.5	1	< 0.1%
68.2	2	< 0.1%
67.6	1	< 0.1%
67.4	1	< 0.1%
66.2	1	< 0.1%
64.7	1	< 0.1%
63.4	1	< 0.1%

Texture
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	2279
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.7409875

Minimum	0
Maximum	9
Zeros	10
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	9
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.75608689
Coefficient of variation (CV)	0.27584471
Kurtosis	0.35310103
Mean	2.7409875
Median Absolute Deviation (MAD)	0
Skewness	-0.28565902
Sum	53071
Variance	0.57166739
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	10581	48.9%
2	5255	24.3%
4	2358	10.9%
1	1102	5.1%
5	55	0.3%
0	10	< 0.1%
9	1	< 0.1%
(Missing)	2279	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	10	< 0.1%
1	1102	5.1%
2	5255	24.3%
3	10581	48.9%
4	2358	10.9%
5	55	0.3%
9	1	< 0.1%

Value	Count	Frequency (%)
9	1	< 0.1%
5	55	0.3%
4	2358	10.9%
3	10581	48.9%
2	5255	24.3%
1	1102	5.1%
0	10	< 0.1%

Canopy
Real number (ℝ)

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	2277
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.8176513

Minimum	0
Maximum	5
Zeros	69
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	5
Range	5
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.77470757
Coefficient of variation (CV)	0.27494799
Kurtosis	0.1433019
Mean	2.8176513
Median Absolute Deviation (MAD)	0
Skewness	-0.35350844
Sum	54561
Variance	0.60017181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	9988	46.2%
2	5181	23.9%
4	3347	15.5%
1	762	3.5%
0	69	0.3%
5	17	0.1%
(Missing)	2277	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	69	0.3%
1	762	3.5%
2	5181	23.9%
3	9988	46.2%
4	3347	15.5%
5	17	0.1%

Value	Count	Frequency (%)
5	17	0.1%
4	3347	15.5%
3	9988	46.2%
2	5181	23.9%
1	762	3.5%
0	69	0.3%

Maintenance
Real number (ℝ)

MISSING ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	2277
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.5586656

Minimum	0
Maximum	31
Zeros	785
Zeros (%)	3.6%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	3
95-th percentile	4
Maximum	31
Range	31
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.0284482
Coefficient of variation (CV)	0.4019471
Kurtosis	29.994935
Mean	2.5586656
Median Absolute Deviation (MAD)	1
Skewness	0.57645529
Sum	49546
Variance	1.0577057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	7956	36.8%
2	5594	25.8%
4	3101	14.3%
1	1895	8.8%
0	785	3.6%
5	32	0.1%
31	1	< 0.1%
(Missing)	2277	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	785	3.6%
1	1895	8.8%
2	5594	25.8%
3	7956	36.8%
4	3101	14.3%
5	32	0.1%
31	1	< 0.1%

Value	Count	Frequency (%)
31	1	< 0.1%
5	32	0.1%
4	3101	14.3%
3	7956	36.8%
2	5594	25.8%
1	1895	8.8%
0	785	3.6%

Flowers
Real number (ℝ)

MISSING ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	2278
Missing (%)	10.5%
Infinite	0
Infinite (%)	0.0%
Mean	1.966689

Minimum	0
Maximum	22
Zeros	1723
Zeros (%)	8.0%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	22
Range	22
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.06826
Coefficient of variation (CV)	0.54317685
Kurtosis	8.5035016
Mean	1.966689
Median Absolute Deviation (MAD)	1
Skewness	0.55462094
Sum	38081
Variance	1.1411793
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	7316	33.8%
3	4607	21.3%
1	4447	20.5%
0	1723	8.0%
4	1218	5.6%
5	46	0.2%
9	2	< 0.1%
11	2	< 0.1%
22	1	< 0.1%
17	1	< 0.1%
(Missing)	2278	10.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1723	8.0%
1	4447	20.5%
2	7316	33.8%
3	4607	21.3%
4	1218	5.6%
5	46	0.2%
9	2	< 0.1%
11	2	< 0.1%
17	1	< 0.1%
22	1	< 0.1%

Value	Count	Frequency (%)
22	1	< 0.1%
17	1	< 0.1%
11	2	< 0.1%
9	2	< 0.1%
5	46	0.2%
4	1218	5.6%
3	4607	21.3%
2	7316	33.8%
1	4447	20.5%
0	1723	8.0%

Leaf flushing
Real number (ℝ)

MISSING ZEROS

Distinct	7
Distinct (%)	< 0.1%
Missing	2316
Missing (%)	10.7%
Infinite	0
Infinite (%)	0.0%
Mean	1.9954463

Minimum	0
Maximum	11
Zeros	1716
Zeros (%)	7.9%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	4
Maximum	11
Range	11
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.0682951
Coefficient of variation (CV)	0.53536648
Kurtosis	-0.31463815
Mean	1.9954463
Median Absolute Deviation (MAD)	1
Skewness	-0.030934029
Sum	38562
Variance	1.1412544
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	6616	30.6%
3	5205	24.1%
1	4498	20.8%
0	1716	7.9%
4	1239	5.7%
5	50	0.2%
11	1	< 0.1%
(Missing)	2316	10.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1716	7.9%
1	4498	20.8%
2	6616	30.6%
3	5205	24.1%
4	1239	5.7%
5	50	0.2%
11	1	< 0.1%

Value	Count	Frequency (%)
11	1	< 0.1%
5	50	0.2%
4	1239	5.7%
3	5205	24.1%
2	6616	30.6%
1	4498	20.8%
0	1716	7.9%

Tiny
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	235
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.127628

Minimum	0
Maximum	715
Zeros	2066
Zeros (%)	9.5%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	10
Q3	23
95-th percentile	64
Maximum	715
Range	715
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	27.087438
Coefficient of variation (CV)	1.4942626
Kurtosis	56.229757
Mean	18.127628
Median Absolute Deviation (MAD)	8
Skewness	5.1686468
Sum	392300
Variance	733.72927
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2066	9.5%
1	1289	6.0%
2	1249	5.8%
3	1107	5.1%
4	1039	4.8%
5	967	4.5%
6	935	4.3%
7	762	3.5%
8	740	3.4%
9	661	3.1%
Other values (225)	10826	50.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2066	9.5%
1	1289	6.0%
2	1249	5.8%
3	1107	5.1%
4	1039	4.8%
5	967	4.5%
6	935	4.3%
7	762	3.5%
8	740	3.4%
9	661	3.1%

Value	Count	Frequency (%)
715	1	< 0.1%
480	1	< 0.1%
440	1	< 0.1%
436	1	< 0.1%
416	2	< 0.1%
403	1	< 0.1%
387	1	< 0.1%
374	1	< 0.1%
360	1	< 0.1%
341	1	< 0.1%

Small
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	217
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.567026

Minimum	0
Maximum	509
Zeros	1686
Zeros (%)	7.8%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	11
Q3	24
95-th percentile	62
Maximum	509
Range	509
Interquartile range (IQR)	20

Descriptive statistics

Standard deviation	24.775041
Coefficient of variation (CV)	1.334357
Kurtosis	39.883807
Mean	18.567026
Median Absolute Deviation (MAD)	8
Skewness	4.3503577
Sum	401809
Variance	613.80264
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1686	7.8%
1	1184	5.5%
2	1104	5.1%
3	1048	4.8%
4	977	4.5%
5	926	4.3%
6	850	3.9%
7	800	3.7%
8	748	3.5%
9	690	3.2%
Other values (207)	11628	53.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1686	7.8%
1	1184	5.5%
2	1104	5.1%
3	1048	4.8%
4	977	4.5%
5	926	4.3%
6	850	3.9%
7	800	3.7%
8	748	3.5%
9	690	3.2%

Value	Count	Frequency (%)
509	1	< 0.1%
490	1	< 0.1%
481	1	< 0.1%
381	1	< 0.1%
363	1	< 0.1%
359	1	< 0.1%
316	1	< 0.1%
311	2	< 0.1%
286	1	< 0.1%
268	1	< 0.1%

Large
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	134
Distinct (%)	0.6%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	12.56962

Minimum	0
Maximum	214
Zeros	1937
Zeros (%)	9.0%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3
median	8
Q3	17
95-th percentile	40
Maximum	214
Range	214
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	14.701477
Coefficient of variation (CV)	1.1696039
Kurtosis	15.413367
Mean	12.56962
Median Absolute Deviation (MAD)	6
Skewness	2.8985113
Sum	271994
Variance	216.13342
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1937	9.0%
1	1535	7.1%
2	1454	6.7%
3	1308	6.0%
4	1182	5.5%
5	1102	5.1%
6	950	4.4%
7	897	4.1%
8	861	4.0%
9	783	3.6%
Other values (124)	9630	44.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1937	9.0%
1	1535	7.1%
2	1454	6.7%
3	1308	6.0%
4	1182	5.5%
5	1102	5.1%
6	950	4.4%
7	897	4.1%
8	861	4.0%
9	783	3.6%

Value	Count	Frequency (%)
214	1	< 0.1%
192	1	< 0.1%
189	1	< 0.1%
182	1	< 0.1%
181	1	< 0.1%
166	1	< 0.1%
157	1	< 0.1%
154	1	< 0.1%
149	1	< 0.1%
148	1	< 0.1%

Mature
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	194
Distinct (%)	0.9%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	20.471325

Minimum	0
Maximum	322
Zeros	1477
Zeros (%)	6.8%
Negative	0
Negative (%)	0.0%
Memory size	169.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	4
median	12
Q3	27
95-th percentile	68
Maximum	322
Range	322
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	24.260359
Coefficient of variation (CV)	1.1850898
Kurtosis	11.330338
Mean	20.471325
Median Absolute Deviation (MAD)	9
Skewness	2.6493732
Sum	442979
Variance	588.56502
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1477	6.8%
1	1078	5.0%
2	1066	4.9%
3	932	4.3%
4	907	4.2%
5	801	3.7%
6	770	3.6%
7	749	3.5%
8	697	3.2%
9	636	2.9%
Other values (184)	12526	57.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1477	6.8%
1	1078	5.0%
2	1066	4.9%
3	932	4.3%
4	907	4.2%
5	801	3.7%
6	770	3.6%
7	749	3.5%
8	697	3.2%
9	636	2.9%

Value	Count	Frequency (%)
322	1	< 0.1%
299	1	< 0.1%
271	1	< 0.1%
265	1	< 0.1%
233	1	< 0.1%
227	1	< 0.1%
226	1	< 0.1%
202	3	< 0.1%
197	1	< 0.1%
196	1	< 0.1%

Region
Categorical

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	169.2 KiB

Bas-Sassandra	7842
Gôh-Djiboua	4763
Sassandra-Marahoué	3300
Montagnes	2534
Lagunes	1407
Other values (2)	1795

Length

Max length	18
Median length	13
Mean length	11.781064
Min length	4

Characters and Unicode

Total characters	254954
Distinct characters	26
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	2 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Lagunes
2nd row	Bas-Sassandra
3rd row	Bas-Sassandra
4th row	Bas-Sassandra
5th row	Bas-Sassandra

Common Values

Value	Count	Frequency (%)
Bas-Sassandra	7842	36.2%
Gôh-Djiboua	4763	22.0%
Sassandra-Marahoué	3300	15.2%
Montagnes	2534	11.7%
Lagunes	1407	6.5%
Comoé	1380	6.4%
Lacs	415	1.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
bas-sassandra	7842	36.2%
gôh-djiboua	4763	22.0%
sassandra-marahoué	3300	15.2%
montagnes	2534	11.7%
lagunes	1407	6.5%
comoé	1380	6.4%
lacs	415	1.9%

Most occurring characters

Value	Count	Frequency (%)
a	56987	22.4%
s	34482	13.5%
n	17617	6.9%
-	15905	6.2%
r	14442	5.7%
o	13357	5.2%
S	11142	4.4%
d	11142	4.4%
u	9470	3.7%
h	8063	3.2%
Other values (16)	62347	24.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	201503	79.0%
Uppercase Letter	37546	14.7%
Dash Punctuation	15905	6.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	56987	28.3%
s	34482	17.1%
n	17617	8.7%
r	14442	7.2%
o	13357	6.6%
d	11142	5.5%
u	9470	4.7%
h	8063	4.0%
b	4763	2.4%
i	4763	2.4%
Other values (8)	26417	13.1%

Uppercase Letter

Value	Count	Frequency (%)
S	11142	29.7%
B	7842	20.9%
M	5834	15.5%
D	4763	12.7%
G	4763	12.7%
L	1822	4.9%
C	1380	3.7%

Dash Punctuation

Value	Count	Frequency (%)
-	15905	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	239049	93.8%
Common	15905	6.2%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	56987	23.8%
s	34482	14.4%
n	17617	7.4%
r	14442	6.0%
o	13357	5.6%
S	11142	4.7%
d	11142	4.7%
u	9470	4.0%
h	8063	3.4%
B	7842	3.3%
Other values (15)	54505	22.8%

Common

Value	Count	Frequency (%)
-	15905	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	245511	96.3%
None	9443	3.7%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
a	56987	23.2%
s	34482	14.0%
n	17617	7.2%
-	15905	6.5%
r	14442	5.9%
o	13357	5.4%
S	11142	4.5%
d	11142	4.5%
u	9470	3.9%
h	8063	3.3%
Other values (14)	52904	21.5%

None

Value	Count	Frequency (%)
ô	4763	50.4%
é	4680	49.6%

Date
Date

Distinct	251
Distinct (%)	1.2%
Missing	0
Missing (%)	0.0%
Memory size	169.2 KiB

Minimum	1997-10-01 00:00:00
Maximum	2023-07-01 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Auto

Heatmap
Table

	Week	Year	Month	SiteNumber	Moisture	Texture	Canopy	Maintenance	Flowers	Leaf flushing	Tiny	Small	Large	Mature	SiteLetter	Region
Week	1.000	-0.069	0.998	-0.010	0.301	0.233	0.058	0.022	-0.046	0.145	0.030	0.038	0.075	0.235	0.006	0.000
Year	-0.069	1.000	-0.053	0.570	0.078	-0.145	-0.103	0.001	0.241	0.100	-0.054	0.003	0.139	0.004	0.153	0.141
Month	0.998	-0.053	1.000	-0.002	0.294	0.232	0.056	0.024	-0.044	0.146	0.029	0.038	0.077	0.236	0.008	0.000
SiteNumber	-0.010	0.570	-0.002	1.000	0.052	-0.028	0.075	0.157	0.266	0.076	-0.014	0.009	0.078	0.028	0.279	0.300
Moisture	0.301	0.078	0.294	0.052	1.000	0.564	0.084	0.064	0.155	0.123	0.138	0.125	0.098	0.141	0.037	0.033
Texture	0.233	-0.145	0.232	-0.028	0.564	1.000	0.188	0.147	0.158	0.106	0.101	0.070	0.059	0.112	0.082	0.048
Canopy	0.058	-0.103	0.056	0.075	0.084	0.188	1.000	0.470	0.270	0.006	0.230	0.219	0.180	0.190	0.047	0.043
Maintenance	0.022	0.001	0.024	0.157	0.064	0.147	0.470	1.000	0.180	0.001	0.160	0.193	0.170	0.145	0.054	0.051
Flowers	-0.046	0.241	-0.044	0.266	0.155	0.158	0.270	0.180	1.000	0.321	0.244	0.209	0.132	0.059	0.055	0.075
Leaf flushing	0.145	0.100	0.146	0.076	0.123	0.106	0.006	0.001	0.321	1.000	0.027	0.029	0.024	0.045	0.018	0.024
Tiny	0.030	-0.054	0.029	-0.014	0.138	0.101	0.230	0.160	0.244	0.027	1.000	0.675	0.314	0.087	0.027	0.030
Small	0.038	0.003	0.038	0.009	0.125	0.070	0.219	0.193	0.209	0.029	0.675	1.000	0.617	0.281	0.017	0.027
Large	0.075	0.139	0.077	0.078	0.098	0.059	0.180	0.170	0.132	0.024	0.314	0.617	1.000	0.591	0.017	0.037
Mature	0.235	0.004	0.236	0.028	0.141	0.112	0.190	0.145	0.059	0.045	0.087	0.281	0.591	1.000	0.032	0.030
SiteLetter	0.006	0.153	0.008	0.279	0.037	0.082	0.047	0.054	0.055	0.018	0.027	0.017	0.017	0.032	1.000	0.700
Region	0.000	0.141	0.000	0.300	0.033	0.048	0.043	0.051	0.075	0.024	0.030	0.027	0.037	0.030	0.700	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	Week	Year	Month	SiteLetter	SiteNumber	Moisture	Texture	Canopy	Maintenance	Flowers	Leaf flushing	Tiny	Small	Large	Mature	Region	Date
0	44	1997	10	AG	2	NaN	NaN	NaN	NaN	NaN	NaN	2.0	4.0	2.0	96.0	Lagunes	1997-10-01
1	44	1997	10	SP	11	NaN	NaN	NaN	NaN	NaN	NaN	1.0	2.0	4.0	89.0	Bas-Sassandra	1997-10-01
2	44	1997	10	SP	4	NaN	NaN	NaN	NaN	NaN	NaN	1.0	3.0	3.0	17.0	Bas-Sassandra	1997-10-01
3	44	1997	10	SP	13	NaN	NaN	NaN	NaN	NaN	NaN	13.0	15.0	12.0	124.0	Bas-Sassandra	1997-10-01
4	44	1997	10	SP	14	NaN	NaN	NaN	NaN	NaN	NaN	2.0	0.0	0.0	112.0	Bas-Sassandra	1997-10-01
5	44	1997	10	SP	17	NaN	NaN	NaN	NaN	NaN	NaN	42.0	37.0	19.0	61.0	Bas-Sassandra	1997-10-01
6	44	1997	10	SP	23	NaN	NaN	NaN	NaN	NaN	NaN	4.0	2.0	0.0	67.0	Bas-Sassandra	1997-10-01
7	44	1997	10	SP	10	NaN	NaN	NaN	NaN	NaN	NaN	15.0	1.0	1.0	35.0	Bas-Sassandra	1997-10-01
8	44	1997	10	SP	24	NaN	NaN	NaN	NaN	NaN	NaN	2.0	7.0	1.0	1.0	Bas-Sassandra	1997-10-01
9	44	1997	10	SP	27	NaN	NaN	NaN	NaN	NaN	NaN	0.0	1.0	1.0	29.0	Bas-Sassandra	1997-10-01

	Week	Year	Month	SiteLetter	SiteNumber	Moisture	Texture	Canopy	Maintenance	Flowers	Leaf flushing	Tiny	Small	Large	Mature	Region	Date
21631	30	2023	7	GA	20	NaN	3.0	3.0	3.0	2.0	2.0	21.0	7.0	19.0	16.0	Gôh-Djiboua	2023-07-01
21632	30	2023	7	FR	203	NaN	3.0	2.0	2.0	2.0	1.0	11.0	41.0	16.0	8.0	Bas-Sassandra	2023-07-01
21633	30	2023	7	FR	12	NaN	3.0	2.0	1.0	2.0	4.0	8.0	11.0	39.0	34.0	Bas-Sassandra	2023-07-01
21634	30	2023	7	FR	11	NaN	3.0	3.0	3.0	2.0	1.0	3.0	14.0	28.0	7.0	Bas-Sassandra	2023-07-01
21635	30	2023	7	DA	322	NaN	4.0	2.0	3.0	4.0	1.0	6.0	30.0	8.0	5.0	Sassandra-Marahoué	2023-07-01
21636	30	2023	7	DA	309	NaN	4.0	4.0	2.0	4.0	1.0	18.0	15.0	12.0	6.0	Sassandra-Marahoué	2023-07-01
21637	30	2023	7	DA	409	NaN	4.0	3.0	3.0	3.0	2.0	6.0	3.0	6.0	4.0	Sassandra-Marahoué	2023-07-01
21638	30	2023	7	DA	416	NaN	4.0	2.0	3.0	3.0	2.0	5.0	3.0	6.0	7.0	Sassandra-Marahoué	2023-07-01
21639	30	2023	7	FR	423	NaN	3.0	3.0	3.0	2.0	2.0	70.0	34.0	22.0	14.0	Bas-Sassandra	2023-07-01
21640	30	2023	7	SP	428	NaN	4.0	3.0	4.0	4.0	2.0	22.0	66.0	50.0	42.0	Bas-Sassandra	2023-07-01

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

None

Interactions

Correlations

Missing values

Sample